{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Facebook Ads Campaing Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most e-commerce businesses rely on social media campaigns. On this project we will analyize previous campaigns that were depolyed for this company. The owner has noticed a decrease of intrested people in the ads compared to previous campaigns. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Imports needed for this project \n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "from dateutil import parser\n",
    "from pandas_profiling import ProfileReport\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing raw data from Facebook Ads Manager\n",
    "df = pd.read_csv(\"E:\\GitHub\\Art Business\\Pandas Analysis\\Art-Business-Campaigns-Mar-9-2019-Apr-9-2022.csv\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Whenever exploring data a good idea might be to do a Pandas Profiling on the data set. On this case we have a lot of information. A few of the columns might not be too relevant to run through the Profiling. We will try to clean up the most crucial data that we can run, that ultimately will point us in the right direction. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Creating dataframe for profiling. \n",
    "\n",
    "df_profiling = df[[\n",
    "    'Campaign ID','Starts','Ends',\n",
    "    'Ad set budget','Results','Reach',\n",
    "    'Impressions','Cost per results',\n",
    "    'Amount spent (MXN)','Result rate',\n",
    "    'New messaging connections',\n",
    "    'Messaging Conversations Started',\n",
    "    'Frequency','CPC (All) (MXN)','CTR (all)'\n",
    "    ]].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# First let's make sure we have datetime objects for both columns \"Starts\" & \"Ends\"\n",
    "df_profiling[['Starts', 'Ends']] = df_profiling[['Starts', 'Ends']].apply(pd.to_datetime)\n",
    "\n",
    "#Now let's make sure we are only passing months of the year to have a more accurate view of the dates\n",
    "df_profiling['Starts'] = df_profiling['Starts'].dt.strftime('%m')\n",
    "df_profiling['Ends'] = df_profiling['Ends'].dt.strftime('%m')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Once we are sure we have the right dtype and format for the dates we  can go ahead and run the Profiling Tool\n",
    "\n",
    "#prof = ProfileReport(df_profiling)\n",
    "#prof.to_file(output_file='output.html')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the current business model (after a discussion with the owner), it is clear that 99% of the business comes from new messages. Once a customer initiates a new conversation it is usually because they are intrested in signing up for the class. This being the case we need to focus first on 'New Messages' and 'Messages Initiated' in order to make a more educated decision on where to go next.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We will analyze both metrics New Messages and Messages Initiated\n",
    "# New Messaging Connections: The number of people your business added as messaging connections\n",
    "# Messaging Conversations Started: The number of times people started messaging your business after at least 7 days of inactivity\n",
    "\n",
    "df_new_messages = df_profiling[['New messaging connections',\n",
    "    'Amount spent (MXN)', 'Results', 'Reach', 'Impressions','Frequency']].copy()\n",
    "\n",
    "df_messages_init = df_profiling[['Messaging Conversations Started',\n",
    "    'Amount spent (MXN)', 'Results', 'Reach', 'Impressions','Frequency']].copy()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mosco\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n",
      "C:\\Users\\mosco\\Anaconda3\\lib\\site-packages\\seaborn\\distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n",
      "  warnings.warn(msg, FutureWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='New messaging connections', ylabel='Density'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lets try to visualize how the Amount Spent affects New Messages and Conversations Started\n",
    "\n",
    "sns.set_style('ticks')\n",
    "plt.figure(figsize=(16,8))\n",
    "sns.set_context('talk')\n",
    "\n",
    "sns.distplot(df_messages_init['Messaging Conversations Started'])\n",
    "sns.distplot(df_new_messages['New messaging connections'], bins=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## First Objective: Look at qualities of successful campaigns. \n",
    "\n",
    "Let's try to define \"success\" when it comes to an Ads campaign for this business in particular. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "New Messaging Avg: 15.046875\n",
      "New Connections: 17.10144927536232\n",
      "Spent Avg: 232.60091954022997\n"
     ]
    }
   ],
   "source": [
    "# Let's look at the average new messages and conversations started. This along with the average amount spent on a campaign\n",
    "\n",
    "x = df_profiling['New messaging connections'].mean()\n",
    "y = df_profiling['Messaging Conversations Started'].mean()\n",
    "z = df_profiling['Amount spent (MXN)'].mean()\n",
    "\n",
    "print('New Messaging Avg: ' + str(x))\n",
    "print('New Connections: ' + str(y))\n",
    "print('Spent Avg: ' + str(z))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have a very good idea of what  the average is.\n",
    "We will split the data into two sets. Above average and below average. \n",
    "For this next step we will focus on New Messages since the other metric (even though will be used down the road) is only counting interactions after 7 days of inactivity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "22\n",
      "42\n"
     ]
    }
   ],
   "source": [
    "successful_camp = df[(df['New messaging connections'] >= 15)].copy()\n",
    "\n",
    "unsuccessful_camp = df[(df['New messaging connections']) < 15].copy()\n",
    "\n",
    "print(successful_camp['Starts'].count())\n",
    "print(unsuccessful_camp['Starts'].count())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we know we have 22 campaigns that are more successful than the average campaing. Let's start comparing each group see if we can find any correlations between a successful and unsuccessful campaign. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's add a new column to each DF that will mark a campaing either 'S' or 'U' based on \n",
    "# the number of New Messages\n",
    "# S: Successful\n",
    "# U: Unsuccessful\n",
    "df_new_messages['Outcome'] = np.where(df['New messaging connections'] >= 15, 'S','U')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\mosco\\Anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:670: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x210b24a6f40>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1152x1152 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,16))\n",
    "g = sns.FacetGrid(df_new_messages, col='Outcome')\n",
    "g.map(sns.barplot, 'Amount spent (MXN)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Found a clear indicator of what can potentially dictate a successful campaign. \n",
    "Lets try to understand this a bit better. How many outlayers do we have on each scenario. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x210b1e5c700>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1152 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 806.2x1080 with 24 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,16))\n",
    "newMessages_g = sns.PairGrid(df_new_messages, hue='Outcome',\n",
    "                                    x_vars=['Results','Reach','Impressions','Frequency']\n",
    "                                    )\n",
    "newMessages_g.map(plt.scatter)\n",
    "newMessages_g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### New Findings\n",
    "On the above grid we discovered a clear effect between 'S' and 'U' campaigns when it comes to frequency, impressions and reach. However, we already discovered that reach and impressions are highly related to the amount spent. Which we also stablished to be a main factor. So let's dive a little more into 'Frequency' to see if we can determine an optimal range for future campaigns. \n",
    "\n",
    "Frequency is a metric to communicate how ofet the same user sees an add. I think in order to see if we can see if there is a relation between Frequency and the amount of time a campaing last will be an important factor to determine wether we could potentially benefit from increasing frequency or not. This, along with the best duration of a campaign will be important factors to answer the question \"Are we using the optimal Freqency setting for these campaigns?\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating new DF to analyze avg. day a campaign is run. \n",
    "\n",
    "df_frequency = df[df.Reach != 0]\n",
    "df_frequency = df_frequency.dropna()\n",
    "df_frequency = df_frequency.reset_index(drop = True)\n",
    "\n",
    "# Create the same category to differentiate between sucessful and unsuccessful campaigns. \n",
    "df_frequency['Outcome'] = np.where(df_frequency['New messaging connections'] >= 15, 'S','U')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's do a scatter plot to know the exact number needed in Frequency to have a successful campaing\n",
    "\n",
    "plt.figure(figsize=(12,10))\n",
    "durationPlot = sns.scatterplot(x = \"New messaging connections\", y = \"Frequency\", data= df_frequency, hue=\"Outcome\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Creating new DF to analyze avg. day a campaign is run. \n",
    "\n",
    "df_duration = df[df.Reach != 0]\n",
    "df_duration = df_duration.dropna()\n",
    "df_duration = df_duration.reset_index(drop = True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the same category to differentiate between sucessful and unsuccessful campaigns. \n",
    "df_duration['Outcome'] = np.where(df_duration['New messaging connections'] >= 15, 'S','U')\n",
    "\n",
    "# Here we are going to clean up the formatting for the dates we have on our data frame\n",
    "df_duration['Starts'] = pd.to_datetimedf_duration['Starts'], infer_datetime_format=True)\n",
    "df_duration['Ends'] = pd.to_datetime(df_duration['Ends'], infer_datetime_format=True)\n",
    "\n",
    "# Now we create a new column with the duration of days of each campaing\n",
    "df_duration['Duration'] = (df_duration['Ends'] - df_duration['Starts']).dt.days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "sns.barplot(x = 'Duration', y = 'Outcome', data=df_duration)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,10))\n",
    "durationPlot = sns.scatterplot(x = \"Duration\", y = \"New messaging connections\", data= df_duration, hue=\"Outcome\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Both the bar plot and the scatter plot show that there is no clear definition on a target amount of time a campaign should last to land on the Successful bin. With this data, the only thing we can safely assume is, a campaing should not last longer than 10 days to have better odds at being successful. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final Thoughts\n",
    "\n",
    "From our preliminary research we found that the owner of this business will need to apply the following steps to improve the campaigns\n",
    "\n",
    "- Frequency should be set to be around 1.2 - 1.6\n",
    "- Allow campaings to run until the allocated budget is used\n",
    "- Only two options for campaing budgets so far:\n",
    "    - Spend under 200 MXN (since the avg results are the same for anything under 450~ MXN)\n",
    "    - Optimal to set a budget of over 500 MXN for each campaign\n",
    "- The duration of each campaign should be under 10 days\n",
    "\n"
   ]
  }
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